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Dongsheng Luo

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Open access 2026

Enabling Efficient Domain Adaptation via Noise-Enhanced Flow Matching

NoiseFlow is presented, a data-efficient domain adaptation framework that leverages noise-aware modeling and flow matching to enable robust cross-domain generalization and exhibits heterogeneous sensitivity to noise, which can be amplified under domain shift.

Ai-Tian Ma, Dongsheng Luo, Mo Sha · 0 citations
Conference Jul 2026

Enabling Large Language Model Based Data Synthesis in Wireless Mesh Network Configuration for Internet of Things

Wireless Mesh Networks (WMNs) are essential for many Internet of Things (IoT) applications, such as industrial automation, environmental monitoring, and smart cities. Today, configuring a WMN to meet its stringent performance requirements remains a significant challenge due to dynamic real-world wireless conditions and...

Aitian Ma, Jean Marco Cruz, Dongsheng Luo et al. · 1 citation

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